Advanced Methods in Biomedical Signal Processing and Analysis

Kunal Pal, Samit Ari, Arindam Bit, Saugat Bhattacharyya, Kunal Pal, Samit Ari, Arindam Bit, Saugat Bhattacharyya

• Publisher: Academic Press
• Year: 2022
• Print ISBN: 9780323859554
• eBook ISBN: 9780323859547
• Topic: Technologie et ingénierie
• Subtopic: Signaux et traitement du signal

Advanced Methods in Biomedical Signal Processing and Analysis presents state-of-the-art methods in biosignal processing, including recurrence quantification analysis, heart rate variability, analysis of the RRI time-series signals, joint time-frequency analyses, wavelet transforms and wavelet packet decomposition, empirical mode decomposition, modeling of biosignals, Gabor Transform, empirical mode decomposition. The book also gives an understanding of feature extraction, feature ranking, and feature selection methods, while also demonstrating how to apply artificial intelligence and machine learning to biosignal techniques. - Gives advanced methods in signal processing - Includes machine and deep learning methods - Presents experimental case studies

Table of contents

• Cover
• Front Matter
• Table of Contents
• Copyright
• Contributors
• List of Illustrations
• List of Tables
• 1 : Feature engineering methods
• 2 : Heart rate variability
• 3 : Understanding the suitability of parametric modeling techniques in detecting the changes in the HRV signals acquired from cannabis consuming and nonconsuming Indian paddy-field workers
• 4 : Patient-specific ECG beat classification using EMD and deep learning-based technique
• 5 : Empirical wavelet transform and deep learning-based technique for ECG beat classification
• 6 : Development of an internet of things (IoT)-based pill monitoring device for geriatric patients
• 7 : Biomedical robotics
• 8 : Combating COVID-19 by employing machine learning predictions and projections
• 9 : Deep learning methods for analysis of neural signals: From conventional neural network to graph neural network
• 10 : Improved extraction of the extreme thermal regions of breast IR images
• 11 : New metrics to assess the subtle changes of the heart's electromagnetic field
• 12 : The role of optimal and modified lead systems in electrocardiogram
• 13 : Adaptive rate EEG processing and machine learning-based efficient recognition of epilepsy
• 14 : Development of a novel low-cost multimodal microscope for food and biological applications
• Index
• A